Development of intellectual LMS that has the advanced data-mining function of the study history in e-Learning

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This research reports the following : 1) The design of the structure of the learning histories data-base, 2) New data mining method for huge amount of the learning histories data for e-learning, and 3) a development of new LMS with a function of data mining for learning histories data. The details of the functions are as follows :1) Online Detection of the learners with irregular learning processes2) Online prediction function of future learner's state3) Automatic construction of the learner model using the Bayesian belief network4) Association Rule analysis of Learning histories data5) On-line Gamma distribution analysis of learning time data6) Online leaning agent using the data miningActually, we used this system to actual learners. The results show that the system is very effective.